You are allowed one carry-on and one personal item. So it depends on how you pack. If you have a small roll-on suitcase, that is your carry-on. So the bag would be your personal item. No additional pocketbook, computer case, etc would be allowed.
OTOH, if you didn't have a roll-on you could take both the bag and a pocketbook or computer case.